Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation is heavily oriented towards Windows environments, specifically AD FS on Windows Server. All configuration and troubleshooting steps reference Windows-only tools such as Server Manager, AD FS Management snap-in, Event Viewer, and PowerShell cmdlets. There are no Linux equivalents or cross-platform alternatives mentioned, and all examples and procedures assume a Windows administrative context.
Recommendations
  • Add notes clarifying that AD FS is a Windows-only technology, and suggest alternatives for Linux environments (e.g., Shibboleth, SimpleSAMLphp) where possible.
  • Provide guidance or links for integrating non-Windows SAML providers with Azure AD B2C custom policies.
  • Where troubleshooting steps reference Windows tools (Event Viewer, AD FS Management), mention that these are not available on Linux and suggest alternative logging or debugging strategies for non-Windows SAML providers.
  • If PowerShell is used for configuration, offer equivalent commands or scripts for other platforms where feasible, or clarify that these steps are Windows-specific.
  • Consider including a section on cross-platform SAML integration to improve parity and help Linux administrators understand their options.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-14 00:00 #111 completed Biased Biased
2025-08-14 00:01 #80 cancelled Biased Biased
2025-08-13 00:00 #79 cancelled Clean Clean
2025-07-13 21:17 #46 cancelled Biased Biased
2025-07-13 21:11 #45 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-13 20:32 #43 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets